India's largest platform and marketplace for AI & Analytics leaders & professionals

Sign in

India's largest platform and marketplace for AI & Analytics leaders & professionals

3AI Digital Library

Infrastructure Failure Prediction

3AI September 6, 2020

A leading global manufacturing company

Problem Statement

Build a analytics capability around its IT infrastructure support center:

  • To predict potential outages causing business impact
  • To integrate all the data pieces into an environment to generate insights
  • Unstructured legacy data available, but no periodic analytical trends or analytical insights

Analytics Led Approach

  • Provided segment alerts based on the business impact perspective, to identify most critical ones
  • Developed outage prediction models based on historical data collected in the system
  • Reporting hub generating periodic and specific reports as requested giving insights

Business Impact

  • One single hub giving all business insights helping in better performance and management
    • Faster resolution and decision support for the participating teams
  • Proactive knowledge of outage enabled better planning which in turn reduced business impact due to those outages

Critical Success Factors

  • Intelligent alert system based on business impact and assigning priority levels to the critical alerts
  • Outage tracking and failure prediction mechanism based on IT support center’s ticket data
  • Periodic on demand reports generated by the mechanism

    3AI Trending Articles

  • Process Mining and Task Mining fuels Automation across the Enterprise

    Featured Article: Author: Prakash Narayanan, Head of RPA & Intelligent Automation, Cyient Every business is a collection of core processes. Processes are the foundational infrastructure and form the basic element of business operations. In 1911, Frederick Winslow Taylor became the first person to study and optimize workplace productivity. His monograph ‘The Principles of Scientific Management’ […]

  • Transforming Customer Experience through Unified Business Functions

    Author: Souvik Das, AVP – Platforms & Offerings, Genpact Digital and Pramit Dasgupta,VP – Platforms & Offerings, Genpact Digital The recent pandemic has changed customer expectations and interactions in many ways. Forever. As organizations evolve through the new normal and gear up to satisfy their customers, there is a need to rethink and redesign how […]

  • Telco Evolution: Expanding Beyond the Core

    Featured Article: Author: Siddharth Shah, Airtel In today’s rapidly changing digital world, telecom players are undergoing a transformation from being mere connectivity service providers to becoming comprehensive digital platforms. This is driven by the interplay of dynamically evolving customer expectations and opportunities for long-term growth. Telcos are diversifying their offerings and in fact, a McKinsey […]

  • Amazon, Microsoft, Google: Platform of choice for European cloud services

    Amazon Web Services (AWS), Microsoft, and Google are continuing to blot out European service providers as the platform of choice for European cloud services, according to a new report from Synergy Research Group. The report found that while the European cloud market has more than tripled over the past three years, European service providers have seen their […]